{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "57a6f0a5-38f0-483d-bf5d-e07b38bd25e4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "信息计算221班，刘显婷，224180117\n",
      "[['fixed acidity', 'volatile acidity', 'citric acid', 'residual sugar', 'chlorides', 'free sulfur dioxide', 'total sulfur dioxide', 'density', 'pH', 'sulphates', 'alcohol', 'quality'], ['7', '0.27', '0.36', '20.7', '0.045', '45', '170', '1.001', '3', '0.45', '8.8', '6'], ['8.1', '0.28', '0.4', '6.9', '0.05', '30', '97', '0.9951', '3.26', '0.44', '10.1', '6'], ['7.2', '0.23', '0.32', '8.5', '0.058', '47', '186', '0.9956', '3.19', '0.4', '9.9', '6'], ['7.2', '0.23', '0.32', '8.5', '0.058', '47', '186', '0.9956', '3.19', '0.4', '9.9', '6']]\n"
     ]
    }
   ],
   "source": [
    "#读取白葡萄酒品质数据集\n",
    "print('信息计算221班，刘显婷，224180117')\n",
    "import csv\n",
    "from collections import defaultdict\n",
    "path = \"D:/Users/19202/Desktop/white_wine.csv\"\n",
    "with open(path, 'r') as f:\n",
    "    rows = f.readlines()\n",
    "content = []\n",
    "for row in rows:\n",
    "    row = row.strip()\n",
    "    row = row.split(',')\n",
    "    content.append(row)\n",
    "print(content[:5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "de1b6a55-29a5-447a-8486-0e214a851a7c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "信息计算221班，刘显婷，224180117\n",
      "{3, 4, 5, 6, 7, 8, 9}\n"
     ]
    }
   ],
   "source": [
    "#查看白葡萄酒中总共分为几个品质\n",
    "print('信息计算221班，刘显婷，224180117')\n",
    "qualities = [int(row[-1]) for row in content[1:]]\n",
    "unity_quality = set(qualities)\n",
    "print(unity_quality)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d5fb1ae0-0a36-4d72-ae57-2fb8457c6651",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "信息计算221班，刘显婷，224180117\n",
      "dict_keys([6, 5, 7, 8, 4, 3, 9])\n",
      "{6: [['7', '0.27', '0.36', '20.7', '0.045', '45', '170', '1.001', '3', '0.45', '8.8', '6'], ['8.1', '0.28', '0.4', '6.9', '0.05', '30', '97', '0.9951', '3.26', '0.44', '10.1', '6'], ['7.2', '0.23', '0.32', '8.5', '0.058', '47', '186', '0.9956', '3.19', '0.4', '9.9', '6'], ['7.2', '0.23', '0.32', '8.5', '0.058', '47', '186', '0.9956', '3.19', '0.4', '9.9', '6'], ['8.1', '0.28', '0.4', '6.9', '0.05', '30', '97', '0.9951', '3.26', '0.44', '10.1', '6'], ['6.2', '0.32', '0.16', '7', '0.045', '30', '136', '0.9949', '3.18', '0.47', '9.6', '6'], ['7', '0.27', '0.36', '20.7', '0.045', '45', '170', '1.001', '3', '0.45', '8.8', '6'], ['6.3', '0.3', '0.34', '1.6', '0.049', '14', '132', '0.994', '3.3', '0.49', '9.5', '6'], ['6.6', '0.27', '0.41', '1.3', '0.052', '16', '142', '0.9951', '3.42', '0.47', '10', '6'], ['6.9', '0.24', '0.35', '1', '0.052', '35', '146', '0.993', '3.45', '0.44', '10', '6'], ['8.5', '0.24', '0.39', '10.4', '0.044', '20', '142', '0.9974', '3.2', '0.53', '10', '6'], ['7.4', '0.25', '0.36', '2.05', '0.05', '31', '100', '0.992', '3.19', '0.44', '10.8', '6'], ['6.2', '0.12', '0.34', '1.5', '0.045', '43', '117', '0.9939', '3.42', '0.51', '9', '6'], ['6.7', '0.23', '0.39', '2.5', '0.172', '63', '158', '0.9937', '3.11', '0.36', '9.4', '6'], ['6.6', '0.24', '0.27', '1.4', '0.057', '33', '152', '0.9934', '3.22', '0.56', '9.5', '6'], ['6.7', '0.23', '0.26', '1.4', '0.06', '33', '154', '0.9934', '3.24', '0.56', '9.5', '6'], ['7', '0.31', '0.26', '7.4', '0.069', '28', '160', '0.9954', '3.13', '0.46', '9.8', '6'], ['7.2', '0.19', '0.31', '1.6', '0.062', '31', '173', '0.9917', '3.35', '0.44', '11.7', '6'], ['6.8', '0.2', '0.59', '0.9', '0.147', '38', '132', '0.993', '3.05', '0.38', '9.1', '6'], ['6', '0.19', '0.26', '12.4', '0.048', '50', '147', '0.9972', '3.3', '0.36', '8.9', '6'], ['6.8', '0.22', '0.24', '4.9', '0.092', '30', '123', '0.9951', '3.03', '0.46', '8.6', '6'], ['7.2', '0.24', '0.27', '1.4', '0.038', '31', '122', '0.9927', '3.15', '0.46', '10.3', '6'], ['6.2', '0.27', '0.43', '7.8', '0.056', '48', '244', '0.9956', '3.1', '0.51', '9', '6'], ['8.6', '0.23', '0.46', '1', '0.054', '9', '72', '0.9941', '2.95', '0.49', '9.1', '6'], ['6.8', '0.22', '0.31', '1.4', '0.053', '34', '114', '0.9929', '3.39', '0.77', '10.6', '6'], ['7.1', '0.2', '0.34', '16', '0.05', '51', '166', '0.9985', '3.21', '0.6', '9.2', '6'], ['7.1', '0.44', '0.62', '11.8', '0.044', '52', '152', '0.9975', '3.12', '0.46', '8.7', '6'], ['7.2', '0.39', '0.63', '11', '0.044', '55', '156', '0.9974', '3.09', '0.44', '8.7', '6'], ['6.8', '0.25', '0.31', '13.3', '0.05', '69', '202', '0.9972', '3.22', '0.48', '9.7', '6'], ['7.1', '0.44', '0.62', '11.8', '0.044', '52', '152', '0.9975', '3.12', '0.46', '8.7', '6'], ['7.2', '0.39', '0.63', '11', '0.044', '55', '156', '0.9974', '3.09', '0.44', '8.7', '6'], ['6', '0.34', '0.66', '15.9', '0.046', '26', '164', '0.9979', '3.14', '0.5', '8.8', '6'], ['6', '0.34', '0.66', '15.9', '0.046', '26', '164', '0.9979', '3.14', '0.5', '8.8', '6'], ['7.1', '0.23', '0.35', '16.5', '0.04', '60', '171', '0.999', '3.16', '0.59', '9.1', '6'], ['7.1', '0.23', '0.35', '16.5', '0.04', '60', '171', '0.999', '3.16', '0.59', '9.1', '6'], ['6.5', '0.17', '0.54', '8.5', '0.082', '64', '163', '0.9959', '2.89', '0.39', '8.8', '6'], ['6', '0.31', '0.24', '3.3', '0.041', '25', '143', '0.9914', '3.31', '0.44', '11.3', '6'], ['6.9', '0.19', '0.28', '5', '0.058', '14', '146', '0.9952', '3.29', '0.36', '9.1', '6'], ['6.4', '0.13', '0.47', '1.6', '0.092', '40', '158', '0.9928', '3.21', '0.36', '9.8', '6'], ['6.7', '0.19', '0.36', '1.1', '0.026', '63', '143', '0.9912', '3.27', '0.48', '11', '6'], ['6.1', '0.3', '0.56', '2.7', '0.046', '46', '184', '0.9924', '3.31', '0.57', '10.9', '6'], ['8.2', '0.23', '0.4', '1.2', '0.027', '36', '121', '0.992', '3.12', '0.38', '10.7', '6'], ['8.1', '0.28', '0.39', '1.9', '0.029', '18', '79', '0.9923', '3.23', '0.52', '11.8', '6'], ['7.9', '0.21', '0.4', '1.2', '0.039', '38', '107', '0.992', '3.21', '0.54', '10.8', '6'], ['8.5', '0.21', '0.41', '4.3', '0.036', '24', '99', '0.9947', '3.18', '0.53', '9.7', '6'], ['8.1', '0.2', '0.4', '2', '0.037', '19', '87', '0.9921', '3.12', '0.54', '11.2', '6'], ['6.3', '0.255', '0.37', '1.1', '0.04', '37', '114', '0.9905', '3', '0.39', '10.9', '6'], ['7.6', '0.18', '0.46', '10.2', '0.055', '58', '135', '0.9968', '3.14', '0.43', '9.9', '6'], ['6.9', '0.25', '0.3', '4.1', '0.054', '23', '116', '0.994', '2.99', '0.38', '9.4', '6'], ['7.4', '0.24', '0.42', '14', '0.066', '48', '198', '0.9979', '2.89', '0.42', '8.9', '6'], ['7.4', '0.24', '0.42', '14', '0.066', '48', '198', '0.9979', '2.89', '0.42', '8.9', '6'], ['7.4', '0.24', '0.42', '14', '0.066', '48', '198', '0.9979', '2.89', '0.42', '8.9', '6'], ['8.4', '0.27', '0.46', '8.7', '0.048', '39', '197', '0.9974', '3.14', '0.59', '9.6', '6'], ['6.9', '0.23', '0.4', '7.5', '0.04', '50', '151', '0.9927', '3.11', '0.27', '11.4', '6'], ['6.4', '0.25', '0.32', '5.5', '0.049', '41', '176', '0.995', '3.19', '0.68', '9.2', '6'], ['6.4', '0.33', '0.31', '5.5', '0.048', '42', '173', '0.9951', '3.19', '0.66', '9.3', '6'], ['6.7', '0.24', '0.41', '9.4', '0.04', '49', '166', '0.9954', '3.12', '0.61', '9.9', '6'], ['6.6', '0.28', '0.28', '8.5', '0.052', '55', '211', '0.9962', '3.09', '0.55', '8.9', '6'], ['6.8', '0.28', '0.36', '8', '0.045', '28', '123', '0.9928', '3.02', '0.37', '11.4', '6'], ['6.1', '0.4', '0.31', '0.9', '0.048', '23', '170', '0.993', '3.22', '0.77', '9.5', '6'], ['6.7', '0.13', '0.29', '5.3', '0.051', '31', '122', '0.9944', '3.44', '0.37', '9.7', '6'], ['7.2', '0.685', '0.21', '9.5', '0.07', '33', '172', '0.9971', '3', '0.55', '9.1', '6'], ['6.4', '0.17', '0.32', '2.4', '0.048', '41', '200', '0.9938', '3.5', '0.5', '9.7', '6'], ['7.1', '0.25', '0.32', '10.3', '0.041', '66', '272', '0.9969', '3.17', '0.52', '9.1', '6'], ['6.4', '0.17', '0.32', '2.4', '0.048', '41', '200', '0.9938', '3.5', '0.5', '9.7', '6'], ['8.3', '0.28', '0.4', '7.8', '0.041', '38', '194', '0.9976', '3.34', '0.51', '9.6', '6'], ['7.2', '0.23', '0.38', '14.3', '0.058', '55', '194', '0.9979', '3.09', '0.44', '9', '6'], ['7.2', '0.23', '0.38', '14.3', '0.058', '55', '194', '0.9979', '3.09', '0.44', '9', '6'], ['7.2', '0.23', '0.38', '14.3', '0.058', '55', '194', '0.9979', '3.09', '0.44', '9', '6'], ['7.2', '0.23', '0.38', '14.3', '0.058', '55', '194', '0.9979', '3.09', '0.44', '9', '6'], ['6.2', '0.25', '0.21', '15.55', '0.039', '28', '159', '0.9982', '3.48', '0.64', '9.6', '6'], ['6.8', '0.24', '0.34', '2.7', '0.047', '64.5', '218.5', '0.9934', '3.3', '0.58', '9.7', '6'], ['5.8', '0.24', '0.39', '1.5', '0.054', '37', '158', '0.9932', '3.21', '0.52', '9.3', '6'], ['6.4', '0.23', '0.39', '1.8', '0.032', '23', '118', '0.9912', '3.32', '0.5', '11.8', '6'], ['6.9', '0.115', '0.35', '5.4', '0.048', '36', '108', '0.9939', '3.32', '0.42', '10.2', '6'], ['7.2', '0.29', '0.4', '13.6', '0.045', '66', '231', '0.9977', '3.08', '0.59', '9.6', '6'], ['6.2', '0.24', '0.35', '1.2', '0.038', '22', '167', '0.9912', '3.1', '0.48', '10.6', '6'], ['6.9', '0.32', '0.26', '8.3', '0.053', '32', '180', '0.9965', '3.25', '0.51', '9.2', '6'], ['5.3', '0.585', '0.07', '7.1', '0.044', '34', '145', '0.9945', '3.34', '0.57', '9.7', '6'], ['5.4', '0.59', '0.07', '7', '0.045', '36', '147', '0.9944', '3.34', '0.57', '9.7', '6'], ['6.9', '0.32', '0.26', '8.3', '0.053', '32', '180', '0.9965', '3.25', '0.51', '9.2', '6'], ['6.5', '0.28', '0.33', '15.7', '0.053', '51', '190', '0.9978', '3.22', '0.51', '9.7', '6'], ['5.9', '0.15', '0.31', '5.8', '0.041', '53', '155', '0.9945', '3.52', '0.46', '10.5', '6'], ['7.5', '0.17', '0.44', '11.3', '0.046', '65', '146', '0.997', '3.17', '0.45', '10', '6'], ['6.1', '0.41', '0', '1.6', '0.063', '36', '87', '0.9914', '3.27', '0.67', '10.8', '6'], ['6.1', '0.41', '0', '1.6', '0.063', '36', '87', '0.9914', '3.27', '0.67', '10.8', '6'], ['6', '0.29', '0.21', '1.3', '0.055', '42', '168', '0.9914', '3.32', '0.43', '11.1', '6'], ['7.3', '0.41', '0.24', '6.8', '0.057', '41', '163', '0.9949', '3.2', '0.41', '9.9', '6'], ['7.3', '0.4', '0.24', '6.7', '0.058', '41', '166', '0.995', '3.2', '0.41', '9.9', '6'], ['6.2', '0.31', '0.26', '4.8', '0.037', '36', '148', '0.9928', '3.21', '0.41', '10.4', '6'], ['7.8', '0.25', '0.41', '3.7', '0.042', '37', '149', '0.9954', '3.36', '0.45', '10', '6'], ['5.7', '0.36', '0.21', '6.7', '0.038', '51', '166', '0.9941', '3.29', '0.63', '10', '6'], ['6.8', '0.28', '0.6', '1.1', '0.132', '42', '127', '0.9934', '3.09', '0.44', '9.1', '6'], ['6.1', '0.125', '0.25', '3.3', '0.04', '10', '69', '0.9934', '3.54', '0.59', '10.1', '6'], ['6.8', '0.25', '0.34', '4.7', '0.031', '34', '134', '0.9927', '3.21', '0.38', '10.6', '6'], ['6.8', '0.28', '0.44', '9.3', '0.031', '35', '137', '0.9946', '3.16', '0.36', '10.4', '6'], ['6.3', '0.23', '0.3', '1.8', '0.033', '16', '91', '0.9906', '3.28', '0.4', '11.8', '6'], ['6.3', '0.23', '0.3', '1.8', '0.033', '16', '91', '0.9906', '3.28', '0.4', '11.8', '6'], ['6.3', '0.23', '0.33', '1.5', '0.036', '15', 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'0.34', '10.5', '4'], ['7.1', '0.64', '0.49', '1.8', '0.05', '17', '128', '0.9946', '3.31', '0.58', '10.6', '4'], ['6.9', '0.26', '0.49', '1.6', '0.058', '39', '166', '0.9965', '3.65', '0.52', '9.4', '4'], ['8.2', '0.29', '0.49', '1', '0.044', '29', '118', '0.9928', '3.24', '0.36', '10.9', '4'], ['8.1', '0.28', '0.46', '15.4', '0.059', '32', '177', '1.0004', '3.27', '0.58', '9', '4'], ['9', '0.43', '0.3', '1.5', '0.05', '7', '175', '0.9951', '3.11', '0.45', '9.7', '4'], ['6.5', '0.27', '0.19', '4.2', '0.046', '6', '114', '0.9955', '3.25', '0.35', '8.6', '4'], ['9.3', '0.2', '0.33', '1.7', '0.05', '28', '178', '0.9954', '3.16', '0.43', '9', '4'], ['8.4', '0.29', '0.29', '1.05', '0.032', '4', '55', '0.9908', '2.91', '0.32', '11.4', '4'], ['6.1', '0.32', '0.37', '1.8', '0.051', '13', '200', '0.9945', '3.49', '0.44', '10.5', '4'], ['10', '0.91', '0.42', '1.6', '0.056', '34', '181', '0.9968', '3.11', '0.46', '10', '4'], ['6.4', '0.43', '0.27', '1.1', '0.054', '5', '110', '0.9939', '3.24', '0.52', '9.1', '4'], ['7.4', '0.45', '0.32', '7.1', '0.044', '17', '117', '0.9962', '3.32', '0.41', '10.4', '4'], ['7.9', '0.28', '0.32', '3.6', '0.038', '9', '76', '0.992', '3.05', '0.31', '11.7', '4'], ['6.3', '0.24', '0.37', '1.8', '0.031', '6', '61', '0.9897', '3.3', '0.34', '12.2', '4'], ['7.6', '0.23', '0.26', '15.3', '0.067', '32', '166', '0.9986', '3.03', '0.44', '9.2', '4'], ['6.4', '0.34', '0.2', '14.9', '0.06', '37', '162', '0.9983', '3.13', '0.45', '9', '4'], ['7.5', '0.26', '0.59', '11.8', '0.046', '58', '164', '0.99814', '3.17', '0.46', '8.9', '4'], ['6.5', '0.28', '0.35', '9.8', '0.067', '61', '180', '0.9972', '3.15', '0.57', '9', '4'], ['7.7', '0.28', '0.63', '11.1', '0.039', '58', '179', '0.9979', '3.08', '0.44', '8.8', '4'], ['6', '0.33', '0.18', '3', '0.036', '5', '85', '0.99125', '3.28', '0.4', '11.5', '4'], ['6.4', '0.27', '0.19', '2', '0.084', '21', '191', '0.99516', '3.49', '0.63', '9.6', '4'], ['6.4', '0.27', '0.19', '1.9', '0.085', '21', '196', '0.99516', '3.49', '0.64', '9.5', '4'], ['6.9', '0.3', '0.29', '1.3', '0.053', '24', '189', '0.99362', '3.29', '0.54', '9.9', '4'], ['6.9', '0.3', '0.3', '1.3', '0.053', '24', '186', '0.99361', '3.29', '0.54', '9.9', '4'], ['6.3', '0.38', '0.17', '8.8', '0.08', '50', '212', '0.99803', '3.47', '0.66', '9.4', '4'], ['7.1', '0.21', '0.28', '2.7', '0.034', '23', '111', '0.99405', '3.35', '0.64', '10.2', '4'], ['6.4', '0.35', '0.35', '5.6', '0.034', '9', '148', '0.99441', '3.17', '0.5', '9.8', '4'], ['7.6', '0.31', '0.23', '12.7', '0.054', '20', '139', '0.99836', '3.16', '0.5', '9.7', '4'], ['7.6', '0.31', '0.23', '12.7', '0.054', '20', '139', '0.99836', '3.16', '0.5', '9.7', '4'], ['8.6', '0.34', '0.36', '1.4', '0.045', '11', '119', '0.99556', '3.17', '0.47', '9.4', '4'], ['7.2', '0.615', '0.1', '1.4', '0.068', '25', '154', '0.99499', '3.2', '0.48', '9.7', '4'], ['7.1', '0.23', '0.24', '5.4', '0.039', '60', '196', '0.9948', '3.19', '0.78', '10', '4'], ['7.4', '0.28', '0.4', '11.9', '0.032', '13', '92', '0.99629', '3.01', '0.46', '10.8', '4'], ['7.1', '0.27', '0.28', '1.25', '0.023', '3', '89', '0.98993', '2.95', '0.3', '11.4', '4'], ['6.8', '0.27', '0.29', '4.6', '0.046', '6', '88', '0.99458', '3.34', '0.48', '10.6', '4'], ['6.2', '0.255', '0.24', '1.7', '0.039', '138.5', '272', '0.99452', '3.53', '0.53', '9.6', '4'], ['7.3', '0.28', '0.42', '1.2', '0.033', '29', '142', '0.99205', '3.17', '0.43', '10.7', '4'], ['6.9', '0.3', '0.36', '4.5', '0.054', '31', '203', '0.99513', '3.4', '0.57', '10.4', '4'], ['8.5', '0.2', '0.4', '1.1', '0.046', '31', '106', '0.99194', '3', '0.35', '10.5', '4'], ['8.7', '0.3', '0.59', '1.7', '0.046', '10', '70', '0.99373', '3.06', '0.56', '10.8', '4'], ['6.5', '0.29', '0.25', '2.5', '0.142', '8', '111', '0.9927', '3', '0.44', '9.9', '4'], ['6.5', '0.48', '0.02', '0.9', '0.043', '32', '99', '0.99226', '3.14', '0.47', '9.8', '4'], ['6.9', '0.75', '0.13', '6.3', '0.036', '19', '50', '0.99312', '3.09', '0.25', '11.1', '4'], ['7.5', '0.34', '0.24', '3.85', '0.031', '5', '34', '0.99098', '3.01', '0.36', '11.8', '4'], ['6.7', '0.22', '0.22', '1.2', '0.038', '5', '124', '0.99098', '3.1', '0.37', '11.2', '4'], ['8.5', '0.18', '0.3', '1.1', '0.028', '34', '95', '0.99272', '2.83', '0.36', '10', '4'], ['6.5', '0.32', '0.48', '8', '0.026', '18', '88', '0.99144', '3.22', '0.79', '12.7', '4'], ['7.3', '0.36', '0.54', '13.3', '0.054', '63', '193', '0.99864', '3.06', '0.49', '8.6', '4'], ['4.8', '0.65', '0.12', '1.1', '0.013', '4', '10', '0.99246', '3.32', '0.36', '13.5', '4'], ['8.7', '0.31', '0.21', '5.6', '0.039', '28', '67', '0.99328', '2.96', '0.52', '11', '4'], ['6.3', '0.27', '0.51', '7.6', '0.049', '35', '200', '0.99548', '3.16', '0.54', '9.4', '4'], ['6.3', '0.27', '0.51', '7.6', '0.049', '35', '200', '0.99548', '3.16', '0.54', '9.4', '4'], ['6.4', '0.37', '0.12', '5.9', '0.056', '6', '91', '0.99536', '3.06', '0.46', '8.4', '4'], ['6.1', '1.1', '0.16', '4.4', '0.033', '8', '109', '0.99058', '3.35', '0.47', '12.4', '4'], ['6.6', '0.35', '0.19', '10.5', '0.06', '15', '82', '0.99588', '3.13', '0.38', '9.9', '4'], ['6.5', '0.38', '0.53', '1.4', '0.142', '5', '69', '0.9926', '3.14', '0.52', '10.1', '4'], ['6.1', '0.38', '0.14', '3.9', '0.06', '27', '113', '0.99344', '3.07', '0.34', '9.2', '4'], ['6.1', '0.38', '0.14', '3.9', '0.06', '27', '113', '0.99344', '3.07', '0.34', '9.2', '4'], ['5.6', '0.18', '0.29', '2.3', '0.04', '5', '47', '0.99126', '3.07', '0.45', '10.1', '4'], ['6.3', '0.28', '0.22', '9.5', '0.04', '30', '111', '0.99338', '3.05', '0.31', '10.8', '4'], ['5.8', '0.28', '0.18', '1.2', '0.058', '7', '108', '0.99288', '3.23', '0.58', '9.55', '4'], ['5.8', '0.26', '0.3', '2.6', '0.034', '75', '129', '0.9902', '3.2', '0.38', '11.5', '4'], ['6', '0.615', '0.04', '0.8', '0.032', '8', '50', '0.99036', '3.14', '0.4', '11', '4'], ['6.8', '0.63', '0.04', '1.3', '0.058', '25', '133', '0.99271', '3.17', '0.39', '10.2', '4'], ['7.1', '0.24', '0.34', '1.2', '0.045', '6', '132', '0.99132', '3.16', '0.46', '11.2', '4'], ['6', '0.59', '0', '0.8', '0.037', '30', '95', '0.99032', '3.1', '0.4', '10.9', '4'], ['6', '0.35', '0.46', '0.9', '0.033', '9', '65', '0.98934', '3.24', '0.35', '12.1', '4'], ['5.2', '0.405', '0.15', '1.45', '0.038', '10', '44', '0.99125', '3.52', '0.4', '11.6', '4'], ['6.2', '0.53', '0.02', '0.9', '0.035', '6', '81', '0.99234', '3.24', '0.35', '9.5', '4']], 3: [['5.8', '0.24', '0.44', '3.5', '0.029', '5', '109', '0.9913', '3.53', '0.43', '11.7', '3'], ['7.1', '0.32', '0.32', '11', '0.038', '16', '66', '0.9937', '3.24', '0.4', '11.5', '3'], ['6.9', '0.39', '0.4', '4.6', '0.022', '5', '19', '0.9915', '3.31', '0.37', '12.6', '3'], ['7.9', '0.64', '0.46', '10.6', '0.244', '33', '227', '0.9983', '2.87', '0.74', '9.1', '3'], ['8.6', '0.55', '0.35', '15.55', '0.057', '35.5', '366.5', '1.0001', '3.04', '0.63', '11', '3'], ['7.5', '0.32', '0.24', '4.6', '0.053', '8', '134', '0.9958', '3.14', '0.5', '9.1', '3'], ['6.7', '0.25', '0.26', '1.55', '0.041', '118.5', '216', '0.9949', '3.55', '0.63', '9.4', '3'], ['7.1', '0.49', '0.22', '2', '0.047', '146.5', '307.5', '0.9924', '3.24', '0.37', '11', '3'], ['11.8', '0.23', '0.38', '11.1', '0.034', '15', '123', '0.9997', '2.93', '0.55', '9.7', '3'], ['7.6', '0.48', '0.37', '1.2', '0.034', '5', '57', '0.99256', '3.05', '0.54', '10.4', '3'], ['9.4', '0.24', '0.29', '8.5', '0.037', '124', '208', '0.99395', '2.9', '0.38', '11', '3'], ['6.2', '0.23', '0.35', '0.7', '0.051', '24', '111', '0.9916', '3.37', '0.43', '11', '3'], ['6.8', '0.26', '0.34', '15.1', '0.06', '42', '162', '0.99705', '3.24', '0.52', '10.5', '3'], ['6.1', '0.26', '0.25', '2.9', '0.047', '289', '440', '0.99314', '3.44', '0.64', '10.5', '3']], 9: [['9.1', '0.27', '0.45', '10.6', '0.035', '28', '124', '0.997', '3.2', '0.46', '10.4', '9'], ['6.6', '0.36', '0.29', '1.6', '0.021', '24', '85', '0.98965', '3.41', '0.61', '12.4', '9'], ['7.4', '0.24', '0.36', '2', '0.031', '27', '139', '0.99055', '3.28', '0.48', '12.5', '9'], ['6.9', '0.36', '0.34', '4.2', '0.018', '57', '119', '0.9898', '3.28', '0.36', '12.7', '9']]}\n"
     ]
    }
   ],
   "source": [
    "#按白葡萄酒等级将数据集划分为7个子集\n",
    "print('信息计算221班，刘显婷，224180117')\n",
    "content_dict = {}\n",
    "for row in content[1:]:\n",
    "    quality = int(row[-1])\n",
    "    if quality not in content_dict:\n",
    "        content_dict[quality] = []\n",
    "    content_dict[quality].append(row)\n",
    "print(content_dict.keys())\n",
    "print(content_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0d023a44-4caf-44b0-a487-8f857bc22e17",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "信息计算221班，刘显婷，224180117\n",
      "[(6, 1539), (5, 1020), (7, 616), (8, 123), (4, 115), (3, 14), (9, 4)]\n"
     ]
    }
   ],
   "source": [
    "#统计在每个品质的样本量\n",
    "print('信息计算221班，刘显婷，224180117')\n",
    "number_list = [(key, len(value)) for key, value in content_dict.items()]\n",
    "print(number_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d861f5c5-b0c4-4d5b-956c-1c6d06d5c127",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "信息计算221班，刘显婷，224180117\n",
      "[(6, 6.812085769980507), (5, 6.907843137254902), (7, 6.755844155844157), (8, 6.708130081300813), (4, 7.052173913043478), (3, 7.535714285714286), (9, 7.5)]\n"
     ]
    }
   ],
   "source": [
    "#作业：求每个数据集中fixed acidity的均值 \n",
    "print('信息计算221班，刘显婷，224180117')\n",
    "quality_fixed_acidity = defaultdict(list)\n",
    "for row in content[1:]:\n",
    "    quality = int(row[-1])\n",
    "    fixed_acidity = float(row[0]) \n",
    "    quality_fixed_acidity[quality].append(fixed_acidity)\n",
    "mean_list = []\n",
    "for quality, acidity_list in quality_fixed_acidity.items():\n",
    "    mean_acidity = sum(acidity_list) / len(acidity_list)\n",
    "    mean_list.append((quality, mean_acidity))\n",
    "print(mean_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d040753e-a3d5-4fbb-bebd-32e8452bb2a4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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